diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 62c7b5c..39074fa 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,17 +1,14 @@
 repos:
 -   repo: https://github.com/pre-commit/pre-commit-hooks
-    rev: v4.5.0
+    rev: v6.0.0
     hooks:
     -   id: trailing-whitespace
     -   id: end-of-file-fixer
     -   id: check-yaml
     -   id: check-added-large-files
--   repo: https://github.com/psf/black
-    rev: 23.10.0
-    hooks:
-      - id: black
--   repo: https://github.com/charliermarsh/ruff-pre-commit
-    # Ruff version.
-    rev: "v0.1.1"
+-   repo: https://github.com/astral-sh/ruff-pre-commit
+    rev: v0.15.16
     hooks:
     -   id: ruff
+        args: [--fix]
+    -   id: ruff-format
diff --git a/.python-version b/.python-version
index bec3a35..6324d40 100644
--- a/.python-version
+++ b/.python-version
@@ -1 +1 @@
-system
+3.14
diff --git a/pyproject.toml b/pyproject.toml
index 1b4a85d..efe7aef 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,59 +1,6 @@
-[tool.poetry]
-name = "template"
-version = "0.1.0"
-description = ""
-authors = ["daviddoji <daviddoji@pm.me>"]
-
-[tool.poetry.dependencies]
-python = ">=3.9,<3.12"
-numpy = "^1.21.4"
-sympy = "^1.9"
-scipy = "^1.8.0"
-networkx = "^2.7.1"
-
-[tool.poetry.dev-dependencies]
-pytest = "^5.2"
-pytest-cov = "^3.0.0"
-pre-commit = "^2.15.0"
-flake8 = "^4.0.1"
-mypy = "^0.910"
-isort = "^5.9.3"
-black = {version = "^21.10b0", allow-prereleases = true}
-
-[build-system]
-requires = ["poetry-core>=1.0.0"]
-build-backend = "poetry.core.masonry.api"
-
-[tool.isort]
-multi_line_output = 3
-include_trailing_comma = true
-force_grid_wrap = 0
-use_parentheses = true
-line_length = 79
-
-[tool.black]
-line-length = 79
-target-version = ['py38']
-include = '\.pyi?$'
-exclude = '''
-
-(
-  /(
-      \.eggs         # exclude a few common directories in the
-    | \.git          # root of the project
-    | \.hg
-    | \.mypy_cache
-    | \.tox
-    | \.venv
-    | _build
-    | buck-out
-    | build
-    | dist
-  )/
-  | foo.py           # also separately exclude a file named foo.py in
-                     # the root of the project
-)
-'''
+[tool.ruff]
+target-version = "py314"
 
 [tool.ruff.lint]
 ignore = ["E402"]
+extend-select = ["I"]  # enables import sorting (isort-equivalent)